{"id":"W4317234251","doi":"10.2106/jbjs.22.01220","title":"Know Your Microbial Enemy","year":2023,"lang":"en","type":"letter","venue":"Journal of Bone and Joint Surgery","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Periprosthetic; Staphylococcus aureus; Staphylococcus epidermidis; Medicine; Gram staining; Antibiotics; Joint arthroplasty; Microbiology; Biology; Arthroplasty; Surgery; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002977976,0.001922388,0.001280062,0.001761171,0.003160888,0.003247037,0.004306428,0.02248679,0.02487041],"category_scores_gemma":[0.03612272,0.0007254549,0.001449565,0.000842868,0.003928161,0.003843187,0.001779681,0.02772203,0.01544265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004296194,"about_ca_system_score_gemma":0.006322948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071456,"about_ca_topic_score_gemma":0.01012092,"domain_scores_codex":[0.9946024,0.001384236,0.0003299113,0.0006737589,0.002519542,0.00049013],"domain_scores_gemma":[0.9827266,0.007333837,0.0008743789,0.0004990506,0.006793463,0.001772718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008984586,0.000004133306,0.00002197927,0.00005520569,0.000003120748,0.00009540244,0.00003130335,0.000008069376,0.00002038923,0.0002276257,0.9977127,0.001811032],"study_design_scores_gemma":[0.00002829197,0.00003343988,0.0002401492,0.0006072574,0.00001390247,0.0006119051,0.0002288359,0.00007992168,0.0001597468,0.0007959621,0.9971699,0.00003070185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001986003,0.003285905,0.0001329864,0.6542028,0.3362401,0.0000453248,0.0001980197,0.0001170283,0.005579248],"genre_scores_gemma":[0.002896452,0.003009875,0.000199482,0.744863,0.2331187,0.00008325949,0.00009570076,0.00006275928,0.01567068],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02487041,"threshold_uncertainty_score":0.08319986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04507624595927387,"score_gpt":0.2674616082925595,"score_spread":0.2223853623332856,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}